CN113435546A - 基于区分置信度水平的可迁移图像识别方法及*** - Google Patents
基于区分置信度水平的可迁移图像识别方法及*** Download PDFInfo
- Publication number
- CN113435546A CN113435546A CN202110984978.6A CN202110984978A CN113435546A CN 113435546 A CN113435546 A CN 113435546A CN 202110984978 A CN202110984978 A CN 202110984978A CN 113435546 A CN113435546 A CN 113435546A
- Authority
- CN
- China
- Prior art keywords
- target domain
- confidence
- class
- sample
- model
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Granted
Links
- 238000000034 method Methods 0.000 title claims abstract description 40
- 230000004069 differentiation Effects 0.000 title claims description 13
- 238000012549 training Methods 0.000 claims abstract description 64
- 238000000605 extraction Methods 0.000 claims abstract description 12
- 230000006870 function Effects 0.000 claims description 51
- 238000005457 optimization Methods 0.000 claims description 14
- 238000004590 computer program Methods 0.000 claims description 9
- 238000004364 calculation method Methods 0.000 claims description 6
- 125000004432 carbon atom Chemical group C* 0.000 claims description 6
- 238000002372 labelling Methods 0.000 claims description 6
- 238000003860 storage Methods 0.000 claims description 6
- 238000013528 artificial neural network Methods 0.000 claims description 3
- 238000012935 Averaging Methods 0.000 claims description 2
- 239000000463 material Substances 0.000 abstract description 3
- 238000013508 migration Methods 0.000 abstract description 3
- 230000005012 migration Effects 0.000 abstract description 3
- 238000009826 distribution Methods 0.000 description 13
- 230000008569 process Effects 0.000 description 7
- 238000010586 diagram Methods 0.000 description 5
- 230000008859 change Effects 0.000 description 2
- 238000005516 engineering process Methods 0.000 description 2
- 238000012545 processing Methods 0.000 description 2
- 238000004891 communication Methods 0.000 description 1
- 230000007547 defect Effects 0.000 description 1
- 238000013461 design Methods 0.000 description 1
- 238000011161 development Methods 0.000 description 1
- 230000005484 gravity Effects 0.000 description 1
- 230000003993 interaction Effects 0.000 description 1
- 238000004519 manufacturing process Methods 0.000 description 1
- 238000005259 measurement Methods 0.000 description 1
- 230000001617 migratory effect Effects 0.000 description 1
- 238000012986 modification Methods 0.000 description 1
- 230000004048 modification Effects 0.000 description 1
- 238000012544 monitoring process Methods 0.000 description 1
- 238000013215 result calculation Methods 0.000 description 1
- 239000007787 solid Substances 0.000 description 1
- 238000006467 substitution reaction Methods 0.000 description 1
- 239000002699 waste material Substances 0.000 description 1
Images
Classifications
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F18/00—Pattern recognition
- G06F18/20—Analysing
- G06F18/24—Classification techniques
- G06F18/243—Classification techniques relating to the number of classes
- G06F18/2431—Multiple classes
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F18/00—Pattern recognition
- G06F18/20—Analysing
- G06F18/21—Design or setup of recognition systems or techniques; Extraction of features in feature space; Blind source separation
- G06F18/214—Generating training patterns; Bootstrap methods, e.g. bagging or boosting
Landscapes
- Engineering & Computer Science (AREA)
- Data Mining & Analysis (AREA)
- Theoretical Computer Science (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Bioinformatics & Cheminformatics (AREA)
- Bioinformatics & Computational Biology (AREA)
- Artificial Intelligence (AREA)
- Evolutionary Biology (AREA)
- Evolutionary Computation (AREA)
- Physics & Mathematics (AREA)
- General Engineering & Computer Science (AREA)
- General Physics & Mathematics (AREA)
- Life Sciences & Earth Sciences (AREA)
- Image Analysis (AREA)
Abstract
Description
Claims (10)
Priority Applications (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN202110984978.6A CN113435546B (zh) | 2021-08-26 | 2021-08-26 | 基于区分置信度水平的可迁移图像识别方法及*** |
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN202110984978.6A CN113435546B (zh) | 2021-08-26 | 2021-08-26 | 基于区分置信度水平的可迁移图像识别方法及*** |
Publications (2)
Publication Number | Publication Date |
---|---|
CN113435546A true CN113435546A (zh) | 2021-09-24 |
CN113435546B CN113435546B (zh) | 2021-12-24 |
Family
ID=77797924
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CN202110984978.6A Active CN113435546B (zh) | 2021-08-26 | 2021-08-26 | 基于区分置信度水平的可迁移图像识别方法及*** |
Country Status (1)
Country | Link |
---|---|
CN (1) | CN113435546B (zh) |
Cited By (8)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN114220016A (zh) * | 2022-02-22 | 2022-03-22 | 山东融瓴科技集团有限公司 | 面向开放场景下的无人机航拍图像的域自适应识别方法 |
CN114239753A (zh) * | 2022-02-23 | 2022-03-25 | 山东力聚机器人科技股份有限公司 | 可迁移的图像识别方法及装置 |
CN114550315A (zh) * | 2022-01-24 | 2022-05-27 | 云南联合视觉科技有限公司 | 身份比对识别方法、装置及终端设备 |
CN114722826A (zh) * | 2022-04-07 | 2022-07-08 | 平安科技(深圳)有限公司 | 模型的训练方法和装置、电子设备、存储介质 |
CN114881129A (zh) * | 2022-04-25 | 2022-08-09 | 北京百度网讯科技有限公司 | 一种模型训练方法、装置、电子设备及存储介质 |
CN114998602A (zh) * | 2022-08-08 | 2022-09-02 | 中国科学技术大学 | 基于低置信度样本对比损失的域适应学习方法及*** |
CN115186773A (zh) * | 2022-09-13 | 2022-10-14 | 杭州涿溪脑与智能研究所 | 一种无源的主动领域自适应模型训练方法及装置 |
CN116359738A (zh) * | 2022-12-02 | 2023-06-30 | 清华大学 | 电池的健康状态监测方法、装置、设备及存储介质 |
Citations (8)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US20190354801A1 (en) * | 2018-05-16 | 2019-11-21 | Nec Laboratories America, Inc. | Unsupervised cross-domain distance metric adaptation with feature transfer network |
US10635751B1 (en) * | 2019-05-23 | 2020-04-28 | Capital One Services, Llc | Training systems for pseudo labeling natural language |
CN112464005A (zh) * | 2020-11-26 | 2021-03-09 | 大连理工大学 | 一种深度强化图像聚类方法 |
CN112686316A (zh) * | 2020-12-30 | 2021-04-20 | 上海掌门科技有限公司 | 一种用于确定标签的方法与设备 |
CN112699892A (zh) * | 2021-01-08 | 2021-04-23 | 北京工业大学 | 一种无监督领域自适应语义分割方法 |
CN112766334A (zh) * | 2021-01-08 | 2021-05-07 | 厦门大学 | 一种基于伪标签域适应的跨域图像分类方法 |
CN113191385A (zh) * | 2021-03-25 | 2021-07-30 | 之江实验室 | 一种基于预训练标注数据不可知的图像分类自动标注方法 |
CN113326731A (zh) * | 2021-04-22 | 2021-08-31 | 南京大学 | 一种基于动量网络指导的跨域行人重识别算法 |
-
2021
- 2021-08-26 CN CN202110984978.6A patent/CN113435546B/zh active Active
Patent Citations (8)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US20190354801A1 (en) * | 2018-05-16 | 2019-11-21 | Nec Laboratories America, Inc. | Unsupervised cross-domain distance metric adaptation with feature transfer network |
US10635751B1 (en) * | 2019-05-23 | 2020-04-28 | Capital One Services, Llc | Training systems for pseudo labeling natural language |
CN112464005A (zh) * | 2020-11-26 | 2021-03-09 | 大连理工大学 | 一种深度强化图像聚类方法 |
CN112686316A (zh) * | 2020-12-30 | 2021-04-20 | 上海掌门科技有限公司 | 一种用于确定标签的方法与设备 |
CN112699892A (zh) * | 2021-01-08 | 2021-04-23 | 北京工业大学 | 一种无监督领域自适应语义分割方法 |
CN112766334A (zh) * | 2021-01-08 | 2021-05-07 | 厦门大学 | 一种基于伪标签域适应的跨域图像分类方法 |
CN113191385A (zh) * | 2021-03-25 | 2021-07-30 | 之江实验室 | 一种基于预训练标注数据不可知的图像分类自动标注方法 |
CN113326731A (zh) * | 2021-04-22 | 2021-08-31 | 南京大学 | 一种基于动量网络指导的跨域行人重识别算法 |
Cited By (11)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN114550315A (zh) * | 2022-01-24 | 2022-05-27 | 云南联合视觉科技有限公司 | 身份比对识别方法、装置及终端设备 |
CN114220016A (zh) * | 2022-02-22 | 2022-03-22 | 山东融瓴科技集团有限公司 | 面向开放场景下的无人机航拍图像的域自适应识别方法 |
CN114220016B (zh) * | 2022-02-22 | 2022-06-03 | 山东融瓴科技集团有限公司 | 面向开放场景下的无人机航拍图像的域自适应识别方法 |
CN114239753A (zh) * | 2022-02-23 | 2022-03-25 | 山东力聚机器人科技股份有限公司 | 可迁移的图像识别方法及装置 |
CN114722826A (zh) * | 2022-04-07 | 2022-07-08 | 平安科技(深圳)有限公司 | 模型的训练方法和装置、电子设备、存储介质 |
CN114722826B (zh) * | 2022-04-07 | 2024-02-02 | 平安科技(深圳)有限公司 | 模型的训练方法和装置、电子设备、存储介质 |
CN114881129A (zh) * | 2022-04-25 | 2022-08-09 | 北京百度网讯科技有限公司 | 一种模型训练方法、装置、电子设备及存储介质 |
CN114998602A (zh) * | 2022-08-08 | 2022-09-02 | 中国科学技术大学 | 基于低置信度样本对比损失的域适应学习方法及*** |
CN115186773A (zh) * | 2022-09-13 | 2022-10-14 | 杭州涿溪脑与智能研究所 | 一种无源的主动领域自适应模型训练方法及装置 |
CN115186773B (zh) * | 2022-09-13 | 2022-12-09 | 杭州涿溪脑与智能研究所 | 一种无源的主动领域自适应模型训练方法及装置 |
CN116359738A (zh) * | 2022-12-02 | 2023-06-30 | 清华大学 | 电池的健康状态监测方法、装置、设备及存储介质 |
Also Published As
Publication number | Publication date |
---|---|
CN113435546B (zh) | 2021-12-24 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
CN113435546B (zh) | 基于区分置信度水平的可迁移图像识别方法及*** | |
CN107133569B (zh) | 基于泛化多标记学习的监控视频多粒度标注方法 | |
CN111444939A (zh) | 电力领域开放场景下基于弱监督协同学习的小尺度设备部件检测方法 | |
CN110728252B (zh) | 一种应用于区域人员运动轨迹监控的人脸检测方法 | |
CN111353491A (zh) | 一种文字方向确定方法、装置、设备及存储介质 | |
CN109063790B (zh) | 对象识别模型优化方法、装置和电子设备 | |
CN112766218A (zh) | 基于非对称联合教学网络的跨域行人重识别方法和装置 | |
CN115690514A (zh) | 图像识别方法及相关设备 | |
CN111967450B (zh) | 自动驾驶模型用样本获取方法、训练方法、装置及*** | |
CN115482436B (zh) | 图像筛选模型的训练方法、装置以及图像筛选方法 | |
CN110765900A (zh) | 一种基于dssd的自动检测违章建筑方法及*** | |
CN116665390A (zh) | 基于边缘计算及优化YOLOv5的火灾检测*** | |
Wang et al. | Extraction of main urban roads from high resolution satellite images by machine learning | |
CN114724089A (zh) | 一种基于互联网的智慧城市监测方法 | |
CN114694090A (zh) | 一种基于改进PBAS算法与YOLOv5的校园异常行为检测方法 | |
CN111291624B (zh) | 一种挖掘机目标识别方法及*** | |
CN114239753B (zh) | 可迁移的图像识别方法及装置 | |
Li et al. | On traffic density estimation with a boosted SVM classifier | |
CN113269278B (zh) | 基于领域翻转的机器人巡航目标识别方法及*** | |
CN118196568B (zh) | 一种风力发电机深度学习检测结果优化方法及*** | |
CN114882376B (zh) | 基于最优锚点尺度的卷积神经网络遥感影像目标检测方法 | |
CN111259843B (zh) | 基于视觉稳定特征分类配准的多媒体导航仪测试方法 | |
US20240257423A1 (en) | Image processing method and apparatus, and computer readable storage medium | |
CN115565008A (zh) | 一种可迁移图像识别检测***、方法及计算机可读存储介质 | |
CN118172353A (zh) | Pvc薄膜质量在线检测***及方法 |
Legal Events
Date | Code | Title | Description |
---|---|---|---|
PB01 | Publication | ||
PB01 | Publication | ||
SE01 | Entry into force of request for substantive examination | ||
SE01 | Entry into force of request for substantive examination | ||
TA01 | Transfer of patent application right | ||
TA01 | Transfer of patent application right |
Effective date of registration: 20211117 Address after: 276808 No.99, Yuquan 2nd Road, antonwei street, Lanshan District, Rizhao City, Shandong Province Applicant after: Shandong Liju Robot Technology Co.,Ltd. Address before: Room 156-8, No.5 Lingbin Road, Dangan Town, Xiangzhou District, Zhuhai City, Guangdong Province 519000 Applicant before: Guangdong Zhongju Artificial Intelligence Technology Co.,Ltd. |
|
GR01 | Patent grant | ||
GR01 | Patent grant | ||
CB03 | Change of inventor or designer information | ||
CB03 | Change of inventor or designer information |
Inventor after: Li Peng Inventor after: Zhang Kai Inventor after: Wang Fan Inventor after: Wang Xiaohan Inventor after: Kong Yan Inventor after: Zhang Meiyu Inventor after: Yang Guangyuan Inventor before: Zhang Kai Inventor before: Wang Fan Inventor before: Wang Xiaohan Inventor before: Kong Yan Inventor before: Zhang Meiyu Inventor before: Yang Guangyuan |